{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "%load_ext autoreload\n",
    "%autoreload 2"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "import os,sys\n",
    "sys.path.insert(0,\"..\")\n",
    "from glob import glob\n",
    "import matplotlib.pyplot as plt\n",
    "import numpy as np\n",
    "import torch\n",
    "import torchvision\n",
    "import tqdm\n",
    "import pandas as pd\n",
    "import dataset_utils\n",
    "import torchxrayvision as xrv"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [],
   "source": [
    "model = xrv.models.get_model(weights=\"densenet121-res224-all\").cuda()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [],
   "source": [
    "model = xrv.models.get_model(weights=\"resnet50-res512-all\").cuda()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [],
   "source": [
    "model = xrv.autoencoders.ResNetAE(weights=\"101-elastic\").cuda()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Loading weights ('Atelectasis', 'Edema'): 100%|██████████| 1/1 [00:05<00:00,  5.24s/it]\n",
      "Loading weights ('Cardiomegaly', 'Pleural Effusion'): 100%|██████████| 1/1 [00:01<00:00,  1.31s/it]\n",
      "Loading weights ('Consolidation',): 100%|██████████| 1/1 [00:01<00:00,  1.90s/it]\n"
     ]
    }
   ],
   "source": [
    "model = xrv.baseline_models.chexpert.DenseNet(\n",
    "    weights_zip=\"/home/users/joecohen/scratch/chexpert/chexpert_weights.zip\", \n",
    "    num_models=1\n",
    "    ).cuda()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [],
   "source": [
    "def extract_features(model: torch.nn.Module, dataset: torch.utils.data.Dataset, cuda=True):\n",
    "\n",
    "    dl = torch.utils.data.DataLoader(\n",
    "        dataset,\n",
    "        batch_size=64,\n",
    "        num_workers=1, \n",
    "        pin_memory=cuda,\n",
    "    )\n",
    "    \n",
    "    d_feats = []\n",
    "    with torch.inference_mode():\n",
    "        for i, batch in enumerate(tqdm.tqdm(dl)):\n",
    "            imgs = batch[\"img\"]\n",
    "            if cuda:\n",
    "                imgs = imgs.cuda()\n",
    "            if hasattr(model, \"features2\"):\n",
    "                feats = model.features2(imgs)\n",
    "            else:\n",
    "                feats = model.features(imgs)\n",
    "            feats = feats.detach().cpu().numpy()\n",
    "            feats = feats.reshape(len(feats),-1)\n",
    "            d_feats.append(feats)\n",
    "    d_feats = np.concatenate(d_feats)\n",
    "    return d_feats\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "pathos = [\"Effusion\", \"Fibrosis\", \"Hernia\", \"Edema\"]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "{'Emphysema', 'Support Devices', 'Costophrenic Angle Blunting', 'Aortic Atheromatosis', 'Tuberculosis', 'Nodule', 'Hilar Enlargement', 'Consolidation', 'Mass', 'Scoliosis', 'Tube', 'Cardiomegaly', 'Pleural_Thickening', 'Bronchiectasis', 'Atelectasis', 'Pneumothorax', 'Air Trapping', 'Granuloma', 'Hemidiaphragm Elevation', 'Pneumonia', 'Fracture', 'Aortic Elongation', 'Infiltration', 'Flattened Diaphragm'} will be dropped\n",
      "{'Emphysema', 'Pleural_Thickening', 'Infiltration', 'Atelectasis', 'Pneumothorax', 'Nodule', 'Consolidation', 'Mass', 'Pneumonia', 'Cardiomegaly'} will be dropped\n",
      "['Edema', 'Effusion', 'Fibrosis', 'Hernia']\n"
     ]
    }
   ],
   "source": [
    "dataset = dataset_utils.get_data(\"nih-pc\", pathologies=pathos)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "# select samples with one element\n",
    "dataset = xrv.datasets.SubsetDataset(dataset, idxs=np.where(np.sum(dataset.labels, axis=1) == 1)[0])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "{'Edema': {0.0: 20051, 1.0: 2015},\n",
      " 'Effusion': {0.0: 5805, 1.0: 16261},\n",
      " 'Fibrosis': {0.0: 19948, 1.0: 2118},\n",
      " 'Hernia': {0.0: 20394, 1.0: 1672}}\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "SubsetDataset num_samples=22066\n",
       "└ of MergeDataset num_samples=206945\n",
       "  ├0 PC_Dataset num_samples=94825 views=['PA', 'AP'] data_aug=None\n",
       "  └1 NIH_Dataset num_samples=112120 views=['PA', 'AP'] data_aug=None\n",
       "  "
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dataset"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "# load equal number of samples of each pathology\n",
    "num_samples = 512\n",
    "idxs = []\n",
    "for path in pathos:\n",
    "    path_idxs = dataset.labels[:,dataset.pathologies.index(path)] == 1\n",
    "    np.random.seed(0)\n",
    "    idxs.append(np.random.choice(np.where(path_idxs)[0], num_samples, replace=False))\n",
    "idxs = np.concatenate(idxs)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [],
   "source": [
    "dataset = xrv.datasets.SubsetDataset(dataset, idxs=idxs)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "{'Edema': {0.0: 1536, 1.0: 512},\n",
      " 'Effusion': {0.0: 1536, 1.0: 512},\n",
      " 'Fibrosis': {0.0: 1536, 1.0: 512},\n",
      " 'Hernia': {0.0: 1536, 1.0: 512}}\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "SubsetDataset num_samples=2048\n",
       "└ of SubsetDataset num_samples=22066\n",
       "  └ of MergeDataset num_samples=206945\n",
       "    ├0 PC_Dataset num_samples=94825 views=['PA', 'AP'] data_aug=None\n",
       "    └1 NIH_Dataset num_samples=112120 views=['PA', 'AP'] data_aug=None\n",
       "    "
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dataset"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "100%|██████████| 32/32 [01:34<00:00,  2.96s/it]\n"
     ]
    }
   ],
   "source": [
    "data = extract_features(model, dataset)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {},
   "outputs": [],
   "source": [
    "# import sklearn, sklearn.manifold\n",
    "# X_embedded = sklearn.manifold.TSNE(n_components=2, random_state=54).fit_transform(data)\n",
    "# X_embedded.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {},
   "outputs": [],
   "source": [
    "import warnings\n",
    "with warnings.catch_warnings():\n",
    "    warnings.simplefilter(\"ignore\")\n",
    "    import umap\n",
    "    reducer = umap.UMAP()\n",
    "    X_embedded = reducer.fit_transform(data)\n",
    "    X_embedded.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "xrv-resnet-resnet50-res512-all__dim_2048_\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 600x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(0, figsize=(6, 5), dpi=100)\n",
    "markers = [\"s\", \"o\", \"v\", \"^\", \"P\", \"x\", \"*\"]\n",
    "for i, idx in enumerate(sorted(np.unique(np.argmax(dataset.labels, axis=1)))):\n",
    "    name = dataset.pathologies[idx]\n",
    "    \n",
    "    mask = np.argmax(dataset.labels, axis=1) == idx\n",
    "    \n",
    "    plt.scatter(X_embedded[:,0][mask], \n",
    "                X_embedded[:,1][mask], \n",
    "                s=5,\n",
    "                label=name,\n",
    "                marker=markers[i]\n",
    "                );\n",
    "plt.legend();\n",
    "plt.gca().xaxis.set_major_locator(plt.NullLocator())\n",
    "plt.gca().yaxis.set_major_locator(plt.NullLocator())\n",
    "plt.tight_layout()\n",
    "plt.title(f'{model} (dim:{data.shape[1]})');\n",
    "fname = (f'{model} (dim:{data.shape[1]})').lower()\n",
    "for rm in [\" \", \"(\", \")\", \":\"]:\n",
    "    fname = fname.replace(rm, \"_\")\n",
    "print(fname)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 67,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "xrv-densenet121-densenet121-res224-all__dim_1024_\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 600x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(0, figsize=(6, 5), dpi=100)\n",
    "markers = [\"s\", \"o\", \"v\", \"^\", \"P\", \"x\", \"*\"]\n",
    "for i, idx in enumerate(sorted(np.unique(np.argmax(dataset.labels, axis=1)))):\n",
    "    name = dataset.pathologies[idx]\n",
    "    \n",
    "    mask = np.argmax(dataset.labels, axis=1) == idx\n",
    "    \n",
    "    plt.scatter(X_embedded[:,0][mask], \n",
    "                X_embedded[:,1][mask], \n",
    "                s=5,\n",
    "                label=name,\n",
    "                marker=markers[i]\n",
    "                );\n",
    "plt.legend();\n",
    "plt.gca().xaxis.set_major_locator(plt.NullLocator())\n",
    "plt.gca().yaxis.set_major_locator(plt.NullLocator())\n",
    "plt.tight_layout()\n",
    "plt.title(f'{model} (dim:{data.shape[1]})');\n",
    "fname = (f'{model} (dim:{data.shape[1]})').lower()\n",
    "for rm in [\" \", \"(\", \")\", \":\"]:\n",
    "    fname = fname.replace(rm, \"_\")\n",
    "print(fname)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.9.0"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
